{"id":1078,"date":"2025-10-15T10:52:03","date_gmt":"2025-10-15T01:52:03","guid":{"rendered":"https:\/\/www.clg.niigata-u.ac.jp\/~kondoy\/?page_id=1078"},"modified":"2025-10-15T10:58:12","modified_gmt":"2025-10-15T01:58:12","slug":"ai%e8%a6%81%e7%b4%84%ef%bc%9a%e5%8c%bb%e7%99%82%e7%94%bb%e5%83%8f%e5%b7%a5%e5%ad%a6i-%e7%ac%ac2%e5%9b%9e","status":"publish","type":"page","link":"https:\/\/www.clg.niigata-u.ac.jp\/~kondoy\/ai%e8%a6%81%e7%b4%84%ef%bc%9a%e5%8c%bb%e7%99%82%e7%94%bb%e5%83%8f%e5%b7%a5%e5%ad%a6i-%e7%ac%ac2%e5%9b%9e\/","title":{"rendered":"AI\u8981\u7d04\uff1a\u533b\u7642\u753b\u50cf\u5de5\u5b66I-\u7b2c2\u56de"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"x_heading\">\u6982\u8981<\/h2>\n\n\n\n<p>\u3053\u306e\u8b1b\u7fa9\u3067\u306f\u3001\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u306e\u6027\u8cea\u3068\u5fdc\u7528\u306b\u3064\u3044\u3066\u8aac\u660e\u3055\u308c\u307e\u3057\u305f\u3002\u4e3b\u306b\u5076\u95a2\u6570\u3068\u5947\u95a2\u6570\u306e\u6027\u8cea\u3001\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u306e\u5bfe\u79f0\u6027\u3001\u30d1\u30fc\u30b7\u30d0\u30eb\u306e\u5b9a\u7406\u3001\u7573\u307f\u8fbc\u307f\u7a4d\u5206\u3001\u305d\u3057\u3066\u30c7\u30eb\u30bf\u95a2\u6570\u3001\u77e9\u5f62\u6ce2\u95a2\u6570\u3001\u30c7\u30eb\u30bf\u95a2\u6570\u5217\u306e\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"x_heading-1\">\u4e3b\u8981\u306a\u6982\u5ff5\u3084\u7406\u8ad6:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5076\u95a2\u6570\u3068\u5947\u95a2\u6570\u306e\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u306e\u7279\u6027<\/li>\n\n\n\n<li>\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u306e\u5bfe\u79f0\u6027\u3068\u5468\u6ce2\u6570\u9818\u57df\u3068\u7a7a\u9593\u9818\u57df\u306e\u95a2\u4fc2<\/li>\n\n\n\n<li>\u30d1\u30fc\u30b7\u30d0\u30eb\u306e\u5b9a\u7406\u306b\u3088\u308b\u30a8\u30cd\u30eb\u30ae\u30fc\u4fdd\u5b58\u306e\u6cd5\u5247<\/li>\n\n\n\n<li>\u7573\u307f\u8fbc\u307f\u7a4d\u5206\uff08\u30b3\u30f3\u30dc\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff09\u3068\u305d\u306e\u5b9a\u7406<\/li>\n\n\n\n<li>\u7279\u6b8a\u95a2\u6570\uff08\u30c7\u30eb\u30bf\u95a2\u6570\u3001\u77e9\u5f62\u6ce2\u95a2\u6570\u3001\u30c7\u30eb\u30bf\u95a2\u6570\u5217\uff09\u306e\u30d5\u30fc\u30ea\u30a8\u5909\u63db<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"x_heading-2\">\u91cd\u8981\u306a\u8cea\u554f:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u306e\u5bfe\u79f0\u6027\u3068\u306f\u4f55\u304b\uff1f<\/li>\n\n\n\n<li>\u7573\u307f\u8fbc\u307f\u7a4d\u5206\u306f\u3069\u306e\u3088\u3046\u306b\u5fdc\u7528\u3055\u308c\u308b\u306e\u304b\uff1f<\/li>\n\n\n\n<li>\u30c7\u30eb\u30bf\u95a2\u6570\u306e\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u304c\u5e38\u306b1\u306b\u306a\u308b\u306e\u306f\u306a\u305c\u304b\uff1f<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"x_heading-3\">\u4e3b\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3068\u5b66\u7fd2\u76ee\u6a19\u306e\u307e\u3068\u3081<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u306f\u5b9f\u9818\u57df\u304b\u3089\u5468\u6ce2\u6570\u9818\u57df\u3078\u306e\u5909\u63db\u3067\u3042\u308a\u3001\u4fe1\u53f7\u51e6\u7406\u3084\u753b\u50cf\u51e6\u7406\u306b\u91cd\u8981<\/li>\n\n\n\n<li>\u5076\u95a2\u6570\u3068\u5947\u95a2\u6570\u306e\u6027\u8cea\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u306e\u8a08\u7b97\u3092\u7c21\u7565\u5316\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u7573\u307f\u8fbc\u307f\u7a4d\u5206\u306f\u5b9f\u9818\u57df\u3067\u306f\u8907\u96d1\u306a\u8a08\u7b97\u3060\u304c\u3001\u5468\u6ce2\u6570\u9818\u57df\u3067\u306f\u5358\u7d14\u306a\u639b\u3051\u7b97\u306b\u306a\u308b<\/li>\n\n\n\n<li>\u7279\u6b8a\u95a2\u6570\uff08\u30c7\u30eb\u30bf\u95a2\u6570\u3001\u77e9\u5f62\u6ce2\u95a2\u6570\u3001\u30c7\u30eb\u30bf\u95a2\u6570\u5217\uff09\u306e\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u306e\u5f62\u72b6\u3068\u7279\u6027\u3092\u7406\u89e3\u3059\u308b<\/li>\n\n\n\n<li>\u753b\u50cf\u51e6\u7406\u3084AI\u306a\u3069\u306e\u5fdc\u7528\u5206\u91ce\u3067\u306e\u7573\u307f\u8fbc\u307f\u7a4d\u5206\u306e\u91cd\u8981\u6027\u3092\u8a8d\u8b58\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"x_1-\">\u30c8\u30d4\u30c3\u30af1: \u5076\u95a2\u6570\u3068\u5947\u95a2\u6570\u306e\u30d5\u30fc\u30ea\u30a8\u5909\u63db<\/h2>\n\n\n\n<p>\u5076\u95a2\u6570\u306fY\u8ef8\u306b\u5bfe\u79f0\u306a\u95a2\u6570\u3067\u3001f(-x) = f(x)\u3068\u8868\u3055\u308c\u307e\u3059\u3002\u5947\u95a2\u6570\u306f\u539f\u70b9\u306b\u5bfe\u79f0\u306a\u95a2\u6570\u3067\u3001f(-x) = -f(x)\u3068\u8868\u3055\u308c\u307e\u3059\u3002\u5076\u95a2\u6570\u3068\u5947\u95a2\u6570\u306e\u7a4d\u5206\u7279\u6027\u3068\u3057\u3066\u3001\u5076\u95a2\u6570\u306f\u533a\u9593[-\u221e, \u221e]\u3067\u7a4d\u5206\u3059\u308b\u5834\u5408\u3001[0, \u221e]\u306e\u7a4d\u5206\u306e2\u500d\u306b\u306a\u308a\u307e\u3059\u3002\u4e00\u65b9\u3001\u5947\u95a2\u6570\u306f[-\u221e, \u221e]\u3067\u7a4d\u5206\u3059\u308b\u30680\u306b\u306a\u308a\u307e\u3059\u3002<br>\u5076\u95a2\u6570\u3068\u5947\u95a2\u6570\u306e\u639b\u3051\u7b97\u306e\u6027\u8cea\u3068\u3057\u3066\u3001\u5076\u95a2\u6570\u00d7\u5076\u95a2\u6570=\u5076\u95a2\u6570\u3001\u5947\u95a2\u6570\u00d7\u5947\u95a2\u6570=\u5076\u95a2\u6570\u3001\u5076\u95a2\u6570\u00d7\u5947\u95a2\u6570=\u5947\u95a2\u6570\u3068\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u30b5\u30a4\u30f3\u95a2\u6570\u306f\u5947\u95a2\u6570\u3001\u30b3\u30b5\u30a4\u30f3\u95a2\u6570\u306f\u5076\u95a2\u6570\u3067\u3059\u3002<br>\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u306b\u304a\u3044\u3066\u3001\u95a2\u6570\u304c\u5076\u95a2\u6570\u306e\u5834\u5408\u3001\u865a\u6570\u90e8\u306f0\u306b\u306a\u308a\u5b9f\u6570\u90e8\u306e\u307f\u304c\u6b8b\u308a\u307e\u3059\u3002\u95a2\u6570\u304c\u5947\u95a2\u6570\u306e\u5834\u5408\u3001\u5b9f\u6570\u90e8\u306f0\u306b\u306a\u308a\u865a\u6570\u90e8\u306e\u307f\u304c\u6b8b\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u3042\u3089\u304b\u3058\u3081\u95a2\u6570\u304c\u5076\u95a2\u6570\u304b\u5947\u95a2\u6570\u304b\u308f\u304b\u3063\u3066\u3044\u308b\u5834\u5408\u3001\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u306e\u8a08\u7b97\u3092\u7c21\u7565\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"x_qa\">\u95a2\u9023Q&amp;A<\/h3>\n\n\n\n<p>\u306a\u3057<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"x_2-\">\u30c8\u30d4\u30c3\u30af2: \u30d5\u30fc\u30ea\u30a8\u5909\u63db\u306e\u5bfe\u79f0\u6027\u3068\u30d1\u30fc\u30b7\u30d0\u30eb\u306e\u5b9a\u7406<\/h2>\n\n\n\n<p>\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u306e\u5bfe\u79f0\u6027\u306f\u3001\u5b9f\u9818\u57df\u3068\u5468\u6ce2\u6570\u9818\u57df\u306e\u95a2\u4fc2\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u3042\u308b\u95a2\u6570f(x)\u306e\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u3092F(\u03c9)\u3068\u3059\u308b\u3068\u3001F(\u03c9)\u3092\u3055\u3089\u306b\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u3059\u308b\u3068\u5143\u306e\u95a2\u6570f(-x)\u304c\u5f97\u3089\u308c\u307e\u3059\uff08\u7b26\u53f7\u304c\u9006\u306b\u306a\u308b\uff09\u3002\u3053\u308c\u306f\u3001\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u30922\u56de\u884c\u3046\u3068\u5143\u306e\u95a2\u6570\u306b\u623b\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<br>\u30d1\u30fc\u30b7\u30d0\u30eb\u306e\u5b9a\u7406\u306f\u3001\u5b9f\u9818\u57df\u3067\u306e\u30a8\u30cd\u30eb\u30ae\u30fc\uff08\u30d1\u30ef\u30fc\uff09\u3068\u5468\u6ce2\u6570\u9818\u57df\u3067\u306e\u30a8\u30cd\u30eb\u30ae\u30fc\u304c\u7b49\u3057\u3044\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u6570\u5f0f\u3067\u8868\u3059\u3068\u3001\u222b|f(x)|\u00b2dx = \u222b|F(\u03c9)|\u00b2d\u03c9\u3068\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u4f8b\u3048\u3070\u80f8\u90e8\u5358\u7d14X\u7dda\u753b\u50cf\u306e\u5168\u30d4\u30af\u30bb\u30eb\u5024\u3092\u4e8c\u4e57\u3057\u3066\u5408\u8a08\u3057\u305f\u5024\u3068\u3001\u305d\u306e\u753b\u50cf\u3092\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u3057\u305f\u30d1\u30ef\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u306e\u5168\u5024\u3092\u5408\u8a08\u3057\u305f\u5024\u304c\u7b49\u3057\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u30a8\u30cd\u30eb\u30ae\u30fc\u4fdd\u5b58\u306e\u6cd5\u5247\u306e\u3088\u3046\u306a\u6027\u8cea\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"x_qa-1\">\u95a2\u9023Q&amp;A<\/h3>\n\n\n\n<p>\u306a\u3057<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"x_3-\">\u30c8\u30d4\u30c3\u30af3: \u7573\u307f\u8fbc\u307f\u7a4d\u5206\u3068\u305d\u306e\u5fdc\u7528<\/h2>\n\n\n\n<p>\u7573\u307f\u8fbc\u307f\u7a4d\u5206\uff08\u30b3\u30f3\u30dc\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff09\u306f\u3001\u4e8c\u3064\u306e\u95a2\u6570\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u64cd\u4f5c\u3067\u3001\u5b9a\u7fa9\u5f0f\u306f f(x) = \u222bf\u2081(y)f\u2082(x-y)dy \u3067\u3059\u3002\u7573\u307f\u8fbc\u307f\u7a4d\u5206\u306f\u8a18\u53f7\u300c*\u300d\u3067\u8868\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002<br>\u7573\u307f\u8fbc\u307f\u7a4d\u5206\u5b9a\u7406\u306b\u3088\u308c\u3070\u3001\u4e8c\u3064\u306e\u95a2\u6570f(x)\u3068g(x)\u306e\u7573\u307f\u8fbc\u307f\u7a4d\u5206\u3092\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u3059\u308b\u3068\u3001\u305d\u308c\u305e\u308c\u306e\u95a2\u6570\u306e\u30d5\u30fc\u30ea\u30a8\u5909\u63dbF(\u03c9)\u3068G(\u03c9)\u306e\u7a4d\u306b\u306a\u308a\u307e\u3059\u3002\u3064\u307e\u308a\u3001F{f(x)*g(x)} = F(\u03c9)\u30fbG(\u03c9)\u3067\u3059\u3002\u3053\u308c\u306f\u5b9f\u9818\u57df\u3067\u306e\u8907\u96d1\u306a\u7573\u307f\u8fbc\u307f\u8a08\u7b97\u304c\u3001\u5468\u6ce2\u6570\u9818\u57df\u3067\u306f\u5358\u7d14\u306a\u639b\u3051\u7b97\u3067\u6e08\u3080\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<br>\u7573\u307f\u8fbc\u307f\u7a4d\u5206\u306f\u753b\u50cf\u51e6\u7406\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u4eba\u5de5\u77e5\u80fd\uff08\u7279\u306b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u306a\u3069\u591a\u304f\u306e\u5206\u91ce\u3067\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u753b\u50cf\u3092\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3057\u3066\u7dda\u753b\u306b\u5909\u63db\u3057\u305f\u308a\u3001\u7279\u5b9a\u306e\u7279\u5fb4\u3092\u5f37\u8abf\u3057\u305f\u308a\u3059\u308b\u51e6\u7406\u306b\u4f7f\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"x_qa-2\">\u95a2\u9023Q&amp;A<\/h3>\n\n\n\n<p>\u306a\u3057<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"x_4-\">\u30c8\u30d4\u30c3\u30af4: \u7279\u6b8a\u95a2\u6570\u306e\u30d5\u30fc\u30ea\u30a8\u5909\u63db<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30eb\u30bf\u95a2\u6570\uff08\u30a4\u30f3\u30d1\u30eb\u30b9\u95a2\u6570\uff09\uff1a\n<ul class=\"wp-block-list\">\n<li>x=0\u306e\u3068\u304d\u306b\u7121\u9650\u5927\u3001\u305d\u308c\u4ee5\u5916\u306f0\u306e\u5024\u3092\u6301\u3064\u7406\u8ad6\u4e0a\u306e\u95a2\u6570<\/li>\n\n\n\n<li>\u7a4d\u5206\u3059\u308b\u30681\u306b\u306a\u308b\u7279\u6027\u3092\u6301\u3064<\/li>\n\n\n\n<li>\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u3059\u308b\u3068\u5e38\u306b1\u306e\u767d\u8272\u30b9\u30da\u30af\u30c8\u30eb\u306b\u306a\u308b<\/li>\n\n\n\n<li>\u5168\u3066\u306e\u5468\u6ce2\u6570\u6210\u5206\u3092\u5747\u7b49\u306b\u542b\u3080\u7406\u60f3\u7684\u306a\u95a2\u6570<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u77e9\u5f62\u6ce2\u95a2\u6570\uff08\u7bb1\u5f62\u30d1\u30eb\u30b9\uff09\uff1a\n<ul class=\"wp-block-list\">\n<li>\u3042\u308b\u533a\u9593[-d, 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